Profiling Report

Dataset statistics

Number of variables	13
Number of observations	100546
Missing cells	21
Missing cells (%)	< 0.1%
Duplicate rows	621
Duplicate rows (%)	0.6%
Total size in memory	10.0 MiB
Average record size in memory	104.0 B

Variable types

Text	3
Numeric	7
Categorical	2
DateTime	1

Alerts

Dataset has 621 (0.6%) duplicate rows	Duplicates
`Breadth` is highly overall correlated with `Depth`	High correlation
`Depth` is highly overall correlated with `Breadth`	High correlation
`has_images` is highly imbalanced (76.6%)	Imbalance
`Helpfulness` is highly skewed (γ1 = 100.6095705)	Skewed
`Helpfulness` has 90721 (90.2%) zeros	Zeros

Reproduction

Analysis started	2025-01-08 14:54:37.398206
Analysis finished	2025-01-08 14:54:46.937770
Duration	9.54 seconds
Software version	ydata-profiling vv4.12.0
Download configuration	config.json

product_name
Text

Distinct	77
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Memory size	785.6 KiB

Length

Max length	199
Median length	166
Mean length	134.63302
Min length	37

Characters and Unicode

Total characters	13536812
Distinct characters	79
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Panasonic Portable AM / FM Radio, Battery Operated Analog Radio, AC Powered, Silver (RF-2400D) 22.8 x 7.8 x 10.8
2nd row	Panasonic Portable AM / FM Radio, Battery Operated Analog Radio, AC Powered, Silver (RF-2400D) 22.8 x 7.8 x 10.8
3rd row	Panasonic Portable AM / FM Radio, Battery Operated Analog Radio, AC Powered, Silver (RF-2400D) 22.8 x 7.8 x 10.8
4th row	Panasonic Portable AM / FM Radio, Battery Operated Analog Radio, AC Powered, Silver (RF-2400D) 22.8 x 7.8 x 10.8
5th row	Panasonic Portable AM / FM Radio, Battery Operated Analog Radio, AC Powered, Silver (RF-2400D) 22.8 x 7.8 x 10.8

Value	Count	Frequency (%)
	79565	3.6%
with	56855	2.6%
for	47794	2.2%
to	40663	1.9%
and	40638	1.9%
tv	31423	1.4%
wireless	27714	1.3%
black	25011	1.1%
ipad	21650	1.0%
mount	20281	0.9%
Other values (692)	1791239	82.1%

Most occurring characters

Value	Count	Frequency (%)
	2082287	15.4%
e	918981	6.8%
o	726203	5.4%
a	695006	5.1%
t	683380	5.0%
i	652221	4.8%
r	594517	4.4%
n	505608	3.7%
l	460201	3.4%
s	387539	2.9%
Other values (69)	5830869	43.1%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	13536812	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
	2082287	15.4%
e	918981	6.8%
o	726203	5.4%
a	695006	5.1%
t	683380	5.0%
i	652221	4.8%
r	594517	4.4%
n	505608	3.7%
l	460201	3.4%
s	387539	2.9%
Other values (69)	5830869	43.1%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	13536812	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
	2082287	15.4%
e	918981	6.8%
o	726203	5.4%
a	695006	5.1%
t	683380	5.0%
i	652221	4.8%
r	594517	4.4%
n	505608	3.7%
l	460201	3.4%
s	387539	2.9%
Other values (69)	5830869	43.1%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	13536812	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
	2082287	15.4%
e	918981	6.8%
o	726203	5.4%
a	695006	5.1%
t	683380	5.0%
i	652221	4.8%
r	594517	4.4%
n	505608	3.7%
l	460201	3.4%
s	387539	2.9%
Other values (69)	5830869	43.1%

Average_rating
Real number (ℝ)

Distinct	12
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	4.5060967

Minimum	3.8
Maximum	4.9
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	785.6 KiB

Quantile statistics

Minimum	3.8
5-th percentile	4
Q1	4.4
median	4.6
Q3	4.7
95-th percentile	4.8
Maximum	4.9
Range	1.1
Interquartile range (IQR)	0.3

Descriptive statistics

Standard deviation	0.22980602
Coefficient of variation (CV)	0.050998911
Kurtosis	1.1680101
Mean	4.5060967
Median Absolute Deviation (MAD)	0.1
Skewness	-1.2244219
Sum	453070
Variance	0.052810808
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=12)

Value	Count	Frequency (%)
4.6	29307	29.1%
4.7	22471	22.3%
4.5	13457	13.4%
4.3	11703	11.6%
4.4	6320	6.3%
4.8	4635	4.6%
3.9	3207	3.2%
4.1	2824	2.8%
4.2	2651	2.6%
3.8	1800	1.8%
Other values (2)	2171	2.2%

Value	Count	Frequency (%)
3.8	1800	1.8%
3.9	3207	3.2%
4	1099	1.1%
4.1	2824	2.8%
4.2	2651	2.6%
4.3	11703	11.6%
4.4	6320	6.3%
4.5	13457	13.4%
4.6	29307	29.1%
4.7	22471	22.3%

Value	Count	Frequency (%)
4.9	1072	1.1%
4.8	4635	4.6%
4.7	22471	22.3%
4.6	29307	29.1%
4.5	13457	13.4%
4.4	6320	6.3%
4.3	11703	11.6%
4.2	2651	2.6%
4.1	2824	2.8%
4	1099	1.1%

Num_of_Rating
Real number (ℝ)

Distinct	77
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	50144.245

Minimum	15398
Maximum	223181
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	785.6 KiB

Quantile statistics

Minimum	15398
5-th percentile	16453
Q1	21988
median	36537
Q3	62436
95-th percentile	122681
Maximum	223181
Range	207783
Interquartile range (IQR)	40448

Descriptive statistics

Standard deviation	40761.51
Coefficient of variation (CV)	0.81288511
Kurtosis	5.1536465
Mean	50144.245
Median Absolute Deviation (MAD)	16550
Skewness	2.1265574
Sum	5.0418033 × 10⁹
Variance	1.6615007 × 10⁹
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
110444	1923	1.9%
33336	1907	1.9%
76290	1800	1.8%
104579	1707	1.7%
24205	1632	1.6%
33087	1606	1.6%
18908	1575	1.6%
119789	1574	1.6%
201075	1528	1.5%
64529	1521	1.5%
Other values (67)	83773	83.3%

Value	Count	Frequency (%)
15398	1018	1.0%
15469	1066	1.1%
16023	1170	1.2%
16085	1434	1.4%
16453	1099	1.1%
17206	1419	1.4%
17230	985	1.0%
17318	1072	1.1%
18061	998	1.0%
18244	1385	1.4%

Value	Count	Frequency (%)
223181	1326	1.3%
201075	1528	1.5%
148591	1102	1.1%
122681	1263	1.3%
119789	1574	1.6%
110468	1284	1.3%
110444	1923	1.9%
104579	1707	1.7%
100244	1510	1.5%
85201	974	1.0%

Rating
Categorical

Distinct	5
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	785.6 KiB

5	68151
1	12399
4	9345
3	5890
2	4761

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	100546
Distinct characters	5
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	5
2nd row	1
3rd row	3
4th row	5
5th row	1

Common Values

Value	Count	Frequency (%)
5	68151	67.8%
1	12399	12.3%
4	9345	9.3%
3	5890	5.9%
2	4761	4.7%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
5	68151	67.8%
1	12399	12.3%
4	9345	9.3%
3	5890	5.9%
2	4761	4.7%

Most occurring characters

Value	Count	Frequency (%)
5	68151	67.8%
1	12399	12.3%
4	9345	9.3%
3	5890	5.9%
2	4761	4.7%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	100546	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
5	68151	67.8%
1	12399	12.3%
4	9345	9.3%
3	5890	5.9%
2	4761	4.7%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	100546	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
5	68151	67.8%
1	12399	12.3%
4	9345	9.3%
3	5890	5.9%
2	4761	4.7%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	100546	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
5	68151	67.8%
1	12399	12.3%
4	9345	9.3%
3	5890	5.9%
2	4761	4.7%

review_title
Text

Distinct	64697
Distinct (%)	64.4%
Missing	21
Missing (%)	< 0.1%
Memory size	785.6 KiB

Length

Max length	100
Median length	87
Mean length	22.170246
Min length	1

Characters and Unicode

Total characters	2228664
Distinct characters	270
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	59012 ?
Unique (%)	58.7%

Sample

1st row	It's a good product
2nd row	nothing came in?
3rd row	Great for basement or garage use.
4th row	PROS/CONS Good things come in SMALL packages!
5th row	Doesn’t pick up well

Value	Count	Frequency (%)
great	18015	4.5%
good	10110	2.5%
for	9717	2.4%
works	9399	2.3%
the	9136	2.3%
it	7774	1.9%
to	7612	1.9%
and	6597	1.6%
a	6229	1.5%
not	6175	1.5%
Other values (13021)	311269	77.4%

Most occurring characters

Value	Count	Frequency (%)
	302776	13.6%
e	212669	9.5%
t	164005	7.4%
o	160708	7.2%
r	128203	5.8%
a	127140	5.7%
s	104927	4.7%
i	96108	4.3%
n	88868	4.0%
d	75591	3.4%
Other values (260)	767669	34.4%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	2228664	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
	302776	13.6%
e	212669	9.5%
t	164005	7.4%
o	160708	7.2%
r	128203	5.8%
a	127140	5.7%
s	104927	4.7%
i	96108	4.3%
n	88868	4.0%
d	75591	3.4%
Other values (260)	767669	34.4%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	2228664	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
	302776	13.6%
e	212669	9.5%
t	164005	7.4%
o	160708	7.2%
r	128203	5.8%
a	127140	5.7%
s	104927	4.7%
i	96108	4.3%
n	88868	4.0%
d	75591	3.4%
Other values (260)	767669	34.4%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	2228664	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
	302776	13.6%
e	212669	9.5%
t	164005	7.4%
o	160708	7.2%
r	128203	5.8%
a	127140	5.7%
s	104927	4.7%
i	96108	4.3%
n	88868	4.0%
d	75591	3.4%
Other values (260)	767669	34.4%

Review_Text
Text

Distinct	93756
Distinct (%)	93.2%
Missing	0
Missing (%)	0.0%
Memory size	785.6 KiB

Length

Max length	6427
Median length	2222
Mean length	174.2272
Min length	3

Characters and Unicode

Total characters	17517848
Distinct characters	372
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	92152 ?
Unique (%)	91.7%

Sample

1st row	This radio was perfect for my father. He's older (in his 80s) and he wanted a simple transistor radio for the bathroom that runs on batteries. He didn't want anything too fancy or expensive. This fits the bill.
2nd row	I couldn't get any stations in , worthless to me. YouTube videos why I bought it{: buyer beware!
3rd row	This affordable radio is perfect for my needs. Yet, I miss the quality from the higher end Sony portable. Sorry, the sound is a bit tinny. Yet, I am a fan of the controls, display and design. Good value.
4th row	PROS and CONS and why I chose this one. The story:My mother still lives in independent living with her older sister (she's turning 90, her sister 92).She couldn't get visitors for her birthday because all independent and assisted living places are on lockdown with what's going on.SO I had to find something EASY for her to set up on her own, that was small for her bedside table, and would be a good-sounding radio. EUREKA!PROS:PACKAGING - I was concerned re how it would arrive, but my mother said it was in heavy foam packaging. Came in perfect condition.SIZE - PERFECT SMALL RADIO for her night stand. MUCH smaller than the 22 inch dimensions it shows in top description! It's small enough for a SMALL nightstand.SET UP - MY mother had no problem setting it up or figuring out knobs. This is as easy as radios from the '60's. Basically a couple knobs and a switch to go back and forth between AM and FMSOUND - I was on the phone with my mother as she dialed through various stations and GREAT sound. She was delighted and said, HEAR THIS!PRICE - CAN'T BEAT THE PRICE!
5th row	Waste of money,,,,, can’t get stations on this radio as clear as others

Value	Count	Frequency (%)
the	147216	4.5%
i	100379	3.1%
to	97794	3.0%
and	92903	2.8%
it	85406	2.6%
a	75927	2.3%
for	50908	1.6%
this	50564	1.5%
is	49124	1.5%
my	48256	1.5%
Other values (57100)	2475497	75.6%

Most occurring characters

Value	Count	Frequency (%)
	3217730	18.4%
e	1593921	9.1%
t	1319973	7.5%
o	1095802	6.3%
a	996978	5.7%
s	860341	4.9%
i	856292	4.9%
n	826336	4.7%
r	764658	4.4%
h	637127	3.6%
Other values (362)	5348690	30.5%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	17517848	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
	3217730	18.4%
e	1593921	9.1%
t	1319973	7.5%
o	1095802	6.3%
a	996978	5.7%
s	860341	4.9%
i	856292	4.9%
n	826336	4.7%
r	764658	4.4%
h	637127	3.6%
Other values (362)	5348690	30.5%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	17517848	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
	3217730	18.4%
e	1593921	9.1%
t	1319973	7.5%
o	1095802	6.3%
a	996978	5.7%
s	860341	4.9%
i	856292	4.9%
n	826336	4.7%
r	764658	4.4%
h	637127	3.6%
Other values (362)	5348690	30.5%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	17517848	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
	3217730	18.4%
e	1593921	9.1%
t	1319973	7.5%
o	1095802	6.3%
a	996978	5.7%
s	860341	4.9%
i	856292	4.9%
n	826336	4.7%
r	764658	4.4%
h	637127	3.6%
Other values (362)	5348690	30.5%

Posted_Date
Date

Distinct	1309
Distinct (%)	1.3%
Missing	0
Missing (%)	0.0%
Memory size	785.6 KiB

Minimum	2020-01-01 00:00:00
Maximum	2023-08-25 00:00:00

Histogram with fixed size bins (bins=50)

Helpfulness
Real number (ℝ)

Skewed Zeros

Distinct	66
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.22292284

Minimum	0
Maximum	589
Zeros	90721
Zeros (%)	90.2%
Negative	0
Negative (%)	0.0%
Memory size	785.6 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	1
Maximum	589
Range	589
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	3.0680699
Coefficient of variation (CV)	13.762923
Kurtosis	15480.844
Mean	0.22292284
Median Absolute Deviation (MAD)	0
Skewness	100.60957
Sum	22414
Variance	9.4130529
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	90721	90.2%
1	7121	7.1%
2	1308	1.3%
3	475	0.5%
4	263	0.3%
5	159	0.2%
6	92	0.1%
7	79	0.1%
8	50	< 0.1%
9	36	< 0.1%
Other values (56)	242	0.2%

Value	Count	Frequency (%)
0	90721	90.2%
1	7121	7.1%
2	1308	1.3%
3	475	0.5%
4	263	0.3%
5	159	0.2%
6	92	0.1%
7	79	0.1%
8	50	< 0.1%
9	36	< 0.1%

Value	Count	Frequency (%)
589	1	< 0.1%
283	1	< 0.1%
243	1	< 0.1%
235	1	< 0.1%
189	1	< 0.1%
174	1	< 0.1%
136	1	< 0.1%
132	1	< 0.1%
118	1	< 0.1%
117	1	< 0.1%

has_images
Categorical

Imbalance

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	785.6 KiB

0	96712
1	3834

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	100546
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0
2nd row	0
3rd row	0
4th row	0
5th row	0

Common Values

Value	Count	Frequency (%)
0	96712	96.2%
1	3834	3.8%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0	96712	96.2%
1	3834	3.8%

Most occurring characters

Value	Count	Frequency (%)
0	96712	96.2%
1	3834	3.8%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	100546	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
0	96712	96.2%
1	3834	3.8%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	100546	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
0	96712	96.2%
1	3834	3.8%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	100546	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
0	96712	96.2%
1	3834	3.8%

price
Real number (ℝ)

Distinct	53
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	28.920972

Minimum	5.99
Maximum	175.99
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	785.6 KiB

Quantile statistics

Minimum	5.99
5-th percentile	6.99
Q1	11.99
median	19.99
Q3	35.99
95-th percentile	87.14
Maximum	175.99
Range	170
Interquartile range (IQR)	24

Descriptive statistics

Standard deviation	27.900296
Coefficient of variation (CV)	0.9647081
Kurtosis	9.2843544
Mean	28.920972
Median Absolute Deviation (MAD)	10
Skewness	2.7020767
Sum	2907888.1
Variance	778.42654
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
19.99	8253	8.2%
13.99	5693	5.7%
29.99	4386	4.4%
11.99	3937	3.9%
9.99	3888	3.9%
15.99	3636	3.6%
23.99	2875	2.9%
37.99	2771	2.8%
39.99	2665	2.7%
8.97	2573	2.6%
Other values (43)	59869	59.5%

Value	Count	Frequency (%)
5.99	1380	1.4%
6.36	1080	1.1%
6.44	1256	1.2%
6.99	2212	2.2%
7.82	1119	1.1%
7.95	1574	1.6%
7.99	1289	1.3%
8.54	1132	1.1%
8.97	2573	2.6%
8.99	2129	2.1%

Value	Count	Frequency (%)
175.99	1246	1.2%
118	1434	1.4%
101	1418	1.4%
87.14	1122	1.1%
79.99	1396	1.4%
74.95	1072	1.1%
59.9	1800	1.8%
57	1240	1.2%
55.96	1472	1.5%
51	1326	1.3%

Day_elapsed
Real number (ℝ)

Distinct	1333
Distinct (%)	1.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	737.21925

Minimum	0
Maximum	1332
Zeros	81
Zeros (%)	0.1%
Negative	0
Negative (%)	0.0%
Memory size	785.6 KiB

Quantile statistics

Minimum	0
5-th percentile	122
Q1	478
median	785
Q3	1024
95-th percentile	1191
Maximum	1332
Range	1332
Interquartile range (IQR)	546

Descriptive statistics

Standard deviation	339.23437
Coefficient of variation (CV)	0.46015398
Kurtosis	-0.91029437
Mean	737.21925
Median Absolute Deviation (MAD)	263
Skewness	-0.38394896
Sum	74124447
Variance	115079.96
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1167	175	0.2%
1159	173	0.2%
1157	173	0.2%
1164	169	0.2%
1177	165	0.2%
1166	162	0.2%
1183	159	0.2%
1160	158	0.2%
1171	157	0.2%
1161	156	0.2%
Other values (1323)	98899	98.4%

Value	Count	Frequency (%)
0	81	0.1%
1	12	< 0.1%
2	12	< 0.1%
3	11	< 0.1%
4	10	< 0.1%
5	14	< 0.1%
6	24	< 0.1%
7	20	< 0.1%
8	23	< 0.1%
9	22	< 0.1%

Value	Count	Frequency (%)
1332	3	< 0.1%
1331	2	< 0.1%
1330	10	< 0.1%
1329	7	< 0.1%
1328	4	< 0.1%
1327	7	< 0.1%
1326	11	< 0.1%
1325	11	< 0.1%
1324	12	< 0.1%
1323	10	< 0.1%

Depth
Real number (ℝ)

High correlation

Distinct	93756
Distinct (%)	93.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	3.9569202

Minimum	0.18113804
Maximum	4.3214902
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	785.6 KiB

Quantile statistics

Minimum	0.18113804
5-th percentile	2.4002811
Q1	4.0041718
median	4.2322677
Q3	4.2887553
95-th percentile	4.3159295
Maximum	4.3214902
Range	4.1403522
Interquartile range (IQR)	0.28458352

Descriptive statistics

Standard deviation	0.65978657
Coefficient of variation (CV)	0.16674245
Kurtosis	8.0081811
Mean	3.9569202
Median Absolute Deviation (MAD)	0.0720534
Skewness	-2.7953729
Sum	397852.49
Variance	0.43531832
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
4.273101611	23	< 0.1%
4.318663735	20	< 0.1%
4.290921465	19	< 0.1%
4.317779386	19	< 0.1%
4.298972263	19	< 0.1%
4.310507836	18	< 0.1%
4.303439306	18	< 0.1%
4.291588598	18	< 0.1%
4.277727861	17	< 0.1%
4.307952272	17	< 0.1%
Other values (93746)	100358	99.8%

Value	Count	Frequency (%)
0.1811380363	1	< 0.1%
0.195609758	1	< 0.1%
0.1959664457	1	< 0.1%
0.2019031903	1	< 0.1%
0.2095530723	1	< 0.1%
0.2356032819	1	< 0.1%
0.2356748779	1	< 0.1%
0.2397210457	1	< 0.1%
0.2504254172	1	< 0.1%
0.260265082	2	< 0.1%

Value	Count	Frequency (%)
4.321490188	1	< 0.1%
4.321467474	1	< 0.1%
4.321467059	1	< 0.1%
4.321464624	1	< 0.1%
4.321454984	1	< 0.1%
4.321444845	1	< 0.1%
4.321443898	5	< 0.1%
4.321438409	2	< 0.1%
4.321426897	1	< 0.1%
4.32142558	1	< 0.1%

Breadth
Real number (ℝ)

High correlation

Distinct	93756
Distinct (%)	93.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.27927443

Minimum	0.00011349525
Maximum	6.2690249
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	785.6 KiB

Quantile statistics

Minimum	0.00011349525
5-th percentile	0.0048624337
Q1	0.032626549
median	0.099951891
Q3	0.2693301
95-th percentile	1.3238838
Maximum	6.2690249
Range	6.2689114
Interquartile range (IQR)	0.23670355

Descriptive statistics

Standard deviation	0.49109246
Coefficient of variation (CV)	1.7584584
Kurtosis	14.599566
Mean	0.27927443
Median Absolute Deviation (MAD)	0.081620212
Skewness	3.4320258
Sum	28079.927
Variance	0.24117181
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.04137111126	23	< 0.1%
0.003816266381	20	< 0.1%
0.01563675837	19	< 0.1%
0.006590952765	19	< 0.1%
0.01756635994	19	< 0.1%
0.003117152098	18	< 0.1%
0.004713488253	18	< 0.1%
0.01516462458	18	< 0.1%
0.01261032003	17	< 0.1%
0.001704495921	17	< 0.1%
Other values (93746)	100358	99.8%

Value	Count	Frequency (%)
0.0001134952549	1	< 0.1%
0.0001294938871	1	< 0.1%
0.000181449081	1	< 0.1%
0.0001823311328	2	< 0.1%
0.0001858577456	1	< 0.1%
0.0001900435651	2	< 0.1%
0.0001983114224	1	< 0.1%
0.0001990054674	1	< 0.1%
0.0001999966986	2	< 0.1%
0.0002020018611	3	< 0.1%

Value	Count	Frequency (%)
6.269024894	1	< 0.1%
6.082118228	1	< 0.1%
5.304716334	1	< 0.1%
5.277180345	1	< 0.1%
5.223532108	2	< 0.1%
5.212169109	1	< 0.1%
5.101373404	1	< 0.1%
5.066834156	1	< 0.1%
4.980958834	1	< 0.1%
4.923113867	1	< 0.1%

	Average_rating	Breadth	Day_elapsed	Depth	Helpfulness	Num_of_Rating	Rating	has_images	price
Average_rating	1.000	-0.125	0.078	0.121	-0.028	0.216	0.123	0.081	-0.009
Breadth	-0.125	1.000	0.021	-0.893	0.137	-0.169	0.079	0.064	0.191
Day_elapsed	0.078	0.021	1.000	-0.011	-0.088	-0.148	0.038	0.035	-0.015
Depth	0.121	-0.893	-0.011	1.000	-0.143	0.168	0.079	0.055	-0.182
Helpfulness	-0.028	0.137	-0.088	-0.143	1.000	-0.021	0.003	0.030	0.053
Num_of_Rating	0.216	-0.169	-0.148	0.168	-0.021	1.000	0.052	0.031	-0.061
Rating	0.123	0.079	0.038	0.079	0.003	0.052	1.000	0.021	0.076
has_images	0.081	0.064	0.035	0.055	0.030	0.031	0.021	1.000	0.076
price	-0.009	0.191	-0.015	-0.182	0.053	-0.061	0.076	0.076	1.000

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

	product_name	Average_rating	Num_of_Rating	Rating	review_title	Review_Text	Posted_Date	Helpfulness	has_images	price	Day_elapsed	Depth	Breadth
0	Panasonic Portable AM / FM Radio, Battery Operated Analog Radio, AC Powered, Silver (RF-2400D) 22.8 x 7.8 x 10.8	4.6	27618	5	It's a good product	This radio was perfect for my father. He's older (in his 80s) and he wanted a simple transistor radio for the bathroom that runs on batteries. He didn't want anything too fancy or expensive. This fits the bill.	2022-04-21	0	0	34.95	348	4.313251	0.006232
1	Panasonic Portable AM / FM Radio, Battery Operated Analog Radio, AC Powered, Silver (RF-2400D) 22.8 x 7.8 x 10.8	4.6	27618	1	nothing came in?	I couldn't get any stations in , worthless to me. YouTube videos why I bought it{: buyer beware!	2022-08-29	0	0	34.95	218	4.316929	0.002728
2	Panasonic Portable AM / FM Radio, Battery Operated Analog Radio, AC Powered, Silver (RF-2400D) 22.8 x 7.8 x 10.8	4.6	27618	3	Great for basement or garage use.	This affordable radio is perfect for my needs. Yet, I miss the quality from the higher end Sony portable. Sorry, the sound is a bit tinny. Yet, I am a fan of the controls, display and design. Good value.	2021-07-16	1	0	34.95	627	4.314591	0.006304
3	Panasonic Portable AM / FM Radio, Battery Operated Analog Radio, AC Powered, Silver (RF-2400D) 22.8 x 7.8 x 10.8	4.6	27618	5	PROS/CONS Good things come in SMALL packages!	PROS and CONS and why I chose this one. The story:My mother still lives in independent living with her older sister (she's turning 90, her sister 92).She couldn't get visitors for her birthday because all independent and assisted living places are on lockdown with what's going on.SO I had to find something EASY for her to set up on her own, that was small for her bedside table, and would be a good-sounding radio. EUREKA!PROS:PACKAGING - I was concerned re how it would arrive, but my mother said it was in heavy foam packaging. Came in perfect condition.SIZE - PERFECT SMALL RADIO for her night stand. MUCH smaller than the 22 inch dimensions it shows in top description! It's small enough for a SMALL nightstand.SET UP - MY mother had no problem setting it up or figuring out knobs. This is as easy as radios from the '60's. Basically a couple knobs and a switch to go back and forth between AM and FMSOUND - I was on the phone with my mother as she dialed through various stations and GREAT sound. She was delighted and said, HEAR THIS!PRICE - CAN'T BEAT THE PRICE!	2020-04-08	0	0	34.95	1091	3.361368	1.004788
4	Panasonic Portable AM / FM Radio, Battery Operated Analog Radio, AC Powered, Silver (RF-2400D) 22.8 x 7.8 x 10.8	4.6	27618	1	Doesn’t pick up well	Waste of money,,,,, can’t get stations on this radio as clear as others	2020-12-25	0	0	34.95	830	4.314892	0.002863
5	Panasonic Portable AM / FM Radio, Battery Operated Analog Radio, AC Powered, Silver (RF-2400D) 22.8 x 7.8 x 10.8	4.6	27618	5	Surprise!	Surprisingly wonderful little radio. Just what we wanted!!	2020-04-10	0	0	34.95	1089	4.315897	0.002755
6	Panasonic Portable AM / FM Radio, Battery Operated Analog Radio, AC Powered, Silver (RF-2400D) 22.8 x 7.8 x 10.8	4.6	27618	4	Fair to good reception	Very good portable radio. Great size. Fair to good reception in a difficult reception area.I have tried more expensive radios that didpoorly.	2020-05-23	0	0	34.95	1046	4.318795	0.002374
7	Panasonic Portable AM / FM Radio, Battery Operated Analog Radio, AC Powered, Silver (RF-2400D) 22.8 x 7.8 x 10.8	4.6	27618	4	Cute LITTLE thing. For local stations only.	Works great for background music and local news in home office.Pros:-AC (electric cord) or 4 AA batteries.-VERY portable—it’s small. See photos.-Very simple to use.-Easy to read numbers.-Throwback classic radio look.-Sound from the one speaker is clear — if the station comes in.Cons:-Pulls in local stations (very local) but not half as many as your car radio (those are built to a very robust standard). If your stations are 25+ miles away, you probably won’t get them unless they have a powerful transmitter or you’re in a very good spot for reception.-Just basic mono sound but you shouldn’t be buying this for sound quality anyway.-You might expect something bigger for $29	2021-03-13	0	1	34.95	752	4.267439	0.048176
8	Panasonic Portable AM / FM Radio, Battery Operated Analog Radio, AC Powered, Silver (RF-2400D) 22.8 x 7.8 x 10.8	4.6	27618	5	good purchase!	I really like this radio!	2021-12-11	0	0	34.95	479	4.316015	0.000983
9	Panasonic Portable AM / FM Radio, Battery Operated Analog Radio, AC Powered, Silver (RF-2400D) 22.8 x 7.8 x 10.8	4.6	27618	5	Exactly as pictured	Doesn't use much power, perfect for camping, brings in lots of stations.	2021-05-04	0	0	34.95	700	4.300128	0.013932

	product_name	Average_rating	Num_of_Rating	Rating	review_title	Review_Text	Posted_Date	price	Day_elapsed	Depth	Breadth
100536	Fintie Case for iPad 9.7 2018 2017 / iPad Air 2 / iPad Air 1 - [Corner Protection] Multi-Angle Viewing Folio Cover w/Pocket, Auto Wake/Sleep for iPad 6th / 5th Generation, Ocean Marble	4.6	43430	5	Rugged	Very nice tablet cover, made well and easy to slip your tablet into, would buy again	2020-05-13	19.99	1055	4.300610	0.006849
100537	Fintie Case for iPad 9.7 2018 2017 / iPad Air 2 / iPad Air 1 - [Corner Protection] Multi-Angle Viewing Folio Cover w/Pocket, Auto Wake/Sleep for iPad 6th / 5th Generation, Ocean Marble	4.6	43430	5	Love it	iPad air	2022-08-11	19.99	235	4.305126	0.008269
100538	Fintie Case for iPad 9.7 2018 2017 / iPad Air 2 / iPad Air 1 - [Corner Protection] Multi-Angle Viewing Folio Cover w/Pocket, Auto Wake/Sleep for iPad 6th / 5th Generation, Ocean Marble	4.6	43430	5	Beautiful	I am pleased with this iPad cover. It is bulkier than I wanted, but I am overall pleased.	2020-11-03	19.99	881	4.178928	0.064815
100539	Fintie Case for iPad 9.7 2018 2017 / iPad Air 2 / iPad Air 1 - [Corner Protection] Multi-Angle Viewing Folio Cover w/Pocket, Auto Wake/Sleep for iPad 6th / 5th Generation, Ocean Marble	4.6	43430	5	Love!	Love this cover. Great quality love the pocket too!	2023-03-24	19.99	10	4.296430	0.006595
100540	Fintie Case for iPad 9.7 2018 2017 / iPad Air 2 / iPad Air 1 - [Corner Protection] Multi-Angle Viewing Folio Cover w/Pocket, Auto Wake/Sleep for iPad 6th / 5th Generation, Ocean Marble	4.6	43430	4	I love it!	Cover for my iPad. Love the color	2021-08-31	19.99	580	4.293625	0.004972
100541	Fintie Case for iPad 9.7 2018 2017 / iPad Air 2 / iPad Air 1 - [Corner Protection] Multi-Angle Viewing Folio Cover w/Pocket, Auto Wake/Sleep for iPad 6th / 5th Generation, Ocean Marble	4.6	43430	5	Great iPad cover at an economical price!	It’s very sturdy & protective! Easy to position for free standing.	2022-01-23	19.99	435	4.315802	0.005317
100542	Fintie Case for iPad 9.7 2018 2017 / iPad Air 2 / iPad Air 1 - [Corner Protection] Multi-Angle Viewing Folio Cover w/Pocket, Auto Wake/Sleep for iPad 6th / 5th Generation, Ocean Marble	4.6	43430	5	Best iPad case	Nothing to dislike. Excellent quality, easy to use and good price.	2022-06-17	19.99	290	4.316260	0.007518
100543	Fintie Case for iPad 9.7 2018 2017 / iPad Air 2 / iPad Air 1 - [Corner Protection] Multi-Angle Viewing Folio Cover w/Pocket, Auto Wake/Sleep for iPad 6th / 5th Generation, Ocean Marble	4.6	43430	5	Durable cover for iPad!	Love this product. Color is pretty.Easy to hold and prop up.Uses: reading books, playing games, Searching internet.	2021-03-01	19.99	763	4.311920	0.003712
100544	Fintie Case for iPad 9.7 2018 2017 / iPad Air 2 / iPad Air 1 - [Corner Protection] Multi-Angle Viewing Folio Cover w/Pocket, Auto Wake/Sleep for iPad 6th / 5th Generation, Ocean Marble	4.6	43430	5	Worth it	Quick shipping. Fits ipad easily. Nice colors.	2021-01-19	19.99	804	4.311582	0.007098
100545	Fintie Case for iPad 9.7 2018 2017 / iPad Air 2 / iPad Air 1 - [Corner Protection] Multi-Angle Viewing Folio Cover w/Pocket, Auto Wake/Sleep for iPad 6th / 5th Generation, Ocean Marble	4.6	43430	5	Great!	Sturdy, easy to hold and maneuver, durable	2020-06-25	19.99	1012	4.315450	0.003851

Most frequently occurring

	product_name	Average_rating	Num_of_Rating	Rating	review_title	Review_Text	Posted_Date	has_images	price	Day_elapsed	Depth	Breadth	# duplicates
5	1byone Amplified HD Digital TV Antenna - Support 4K 1080p and All Older TV's - Indoor Smart Switch Amplifier Signal Booster - Coax HDTV Cable/AC Adapter	4.0	16453	5	Beautiful picture.	Very easy to install. The picture quality was beautiful. Highly recommended.	2020-01-16	0	17.99	1197	1.216997	1.300467	4
36	Amazon Basics 3.5mm Aux Jack Audio Extension Cable, Male to Female, Adapter for Headphone or Smartphone, 6 Foot, Black	4.6	57765	5	Good cord	Works great, as described.	2022-05-09	0	6.99	377	4.282871	0.080260	4
42	Amazon Basics 3.5mm Aux Jack Audio Extension Cable, Male to Female, Adapter for Headphone or Smartphone, 6 Foot, Black	4.6	57765	5	Works as Intended	Chord feels a little thin but overall it gets the job done and the audio quality sounds just as good as plugging it directly into the pc (apple earbuds)	2022-04-11	0	6.99	405	2.806394	1.764659	4
83	Amazon Basics External Hard Drive Portable Carrying Case	4.8	74643	5	Muy buen precio/calidad	El case se mira muy bien, resiste te y estético. Mi disco duro cabe perfecto. Buena compra a buen precio.	2020-02-29	1	10.92	1258	4.227732	0.059243	4
199	Cable Clips Management - Nightstand Accessories - Cord Organizer - Desk Cable Management - Wire Holder System - Adhesive Cord Clips - Home, Office, Cubicle, Car - Gift Idea - Black	4.3	20902	5	Easy to use	This product adheres, to any surface type and stays. Just peel the back paper of a press into the area you wish yo gave it. It can hold different size cables	2020-10-06	0	8.97	912	4.254898	0.046983	4
441	PROZOR 192KHz Digital to Analog Audio Converter DAC Digital SPDIF Optical to Analog L/R RCA Converter Toslink Optical to 3.5mm Jack Adapter for PS3 HD DVD PS4 Amp Apple TV Home Cinema	4.4	36537	5	Works Perfectly; Easy Install	Worked as advertised. Couldn't be easier to install.	2021-10-25	0	13.85	553	4.123445	0.150025	4
556	Upgraded, Anker Soundcore Boost Bluetooth Speaker with Well-Balanced Sound, BassUp, 12H Playtime, USB-C, IPX7 Waterproof, Wireless Speaker with Customizable EQ via App, Wireless Stereo Pairing	4.6	28665	2	Good sound, terrible battery performance.	Good sound for a speaker this size. However, the battery life is abysmal. After about six months, the batter started dying really quickly. At this point, it won’t even hold a charge. Save your money or get a different brand.	2021-03-09	0	101.00	889	2.464368	1.577368	4
564	Upgraded, Anker Soundcore Boost Bluetooth Speaker with Well-Balanced Sound, BassUp, 12H Playtime, USB-C, IPX7 Waterproof, Wireless Speaker with Customizable EQ via App, Wireless Stereo Pairing	4.6	28665	5	Nice and loud	Takes a while to charge but once charged it lasts for a long time	2020-11-10	0	101.00	1008	2.832357	0.882904	4
580	amFilm Screen Protector for iPad Mini 5/iPad Mini 4, Tempered Glass, 1 Pack	4.6	19847	5	Customer Service	I had an issue with the first one received, contacted customer service and they sent a new one no charge. I haveput it on my Ipad mini and I love it. It was so easy to do.	2020-02-05	0	6.36	1284	4.109967	0.189256	4
610	iFixit Pro Tech Toolkit - Electronics, Smartphone, Computer & Tablet Repair Kit	4.9	17318	5	quality product	Very good quality, worth the money	2022-04-02	0	74.95	509	4.217386	0.053512	4

Overview

Variables

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Interactions

Correlations

Missing values

Sample

Duplicate rows

Most frequently occurring